This is a Plain English Papers summary of a research paper called New AI Speech System Shows Tradeoff Between Following Instructions and Preserving Voice Character. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- S2S-Arena is a new benchmark for evaluating Speech-to-Speech (S2S) models
- Tests ability to follow instructions while maintaining paralinguistic information (tone, emotion, accent)
- Evaluates four different S2S protocols with varying approaches
- Shows text-based S2S protocols generally perform better at instruction following
- End-to-end S2S models better preserve paralinguistic features
- Reveals tradeoff between instruction compliance and preserving voice characteristics
Plain English Explanation
Speech-to-speech AI systems are becoming increasingly important in our digital world. These systems take your spoken words, understand them, and respond with their own speech. The researchers behind S2S-Arena recognized a problem: how do we properly test these systems?
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